Name: Multi-Layered Guardrails for Cloud Native AI: Enforcing Compliance and Safety at Scale - Vincent Caldeira & Anindita Sinha Banerjee, Red Hat
Start: 2025-08-07T15:50:00+0530
End: 2025-08-07T16:20:00+0530

6-7 August
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Thursday August 7, 2025 3:50pm - 4:20pm IST

Hall 3

As AI-powered cloud-native applications evolve, ensuring trust, compliance, and robustness requires dynamic governance mechanisms that operate seamlessly across distributed environments. This session introduces a multi-layered cloud-native framework that enforces AI guardrails at three critical stages: pre-processing (input validation), inference (real-time bias mitigation), and post-inference (output validation).

By leveraging Kubernetes orchestration, Istio service mesh, and knowledge graphs, the framework enables scalable AI governance that integrates multi-agent coordination, real-time intervention, and traceability to ensure AI decisions remain transparent, auditable, and aligned with compliance requirements.

Attendees will gain insights into cloud-native AI governance patterns, practical deployment strategies, and the role of multi-agent oversight in ensuring compliant, production-ready AI workflows within Kubernetes environments.

Speakers

Vincent Caldeira

CTO APAC, Red Hat

Vincent Caldeira, CTO of Red Hat in APAC, is responsible for strategic partnerships and technology strategy. Named a top CTO in APAC in 2023, he has 20+ years in IT, excelling in technology transformation in finance. An authority in open source and cloud-native technologies, Vincent... Read More →

Anindita Sinha Banerjee

Data Scientist, Red Hat

With over a decade in Data and Decision Sciences, I design NLP and AI solutions that solve complex business challenges. Currently a Data Scientist at Red Hat and former researcher at Tata Research Development and Design Center, I have presented research at premier conferences and... Read More →

Thursday August 7, 2025 3:50pm - 4:20pm IST
Hall 3

AI + ML

Content Experience Level Intermediate

KubeCon + CloudNativeCon India 2025

Vincent Caldeira

Anindita Sinha Banerjee

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